{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 加载必要的模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from pandas.core.frame import DataFrame\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from scipy.fftpack import fft,ifft"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 确保csv数据格式如图所示\n",
    "\n",
    "![csv文件格式](https://raw.githubusercontent.com/techyoung-edu/sleepmonitor/master/acc_csv_format.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. 加载csv数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>acc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>07:40:54.493</td>\n",
       "      <td>0.953239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>07:40:54.527</td>\n",
       "      <td>0.941747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>07:40:54.564</td>\n",
       "      <td>0.945992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>07:40:54.564</td>\n",
       "      <td>0.944917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>07:40:54.598</td>\n",
       "      <td>0.954352</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            time       acc\n",
       "0  07:40:54.493   0.953239\n",
       "1  07:40:54.527   0.941747\n",
       "2  07:40:54.564   0.945992\n",
       "3  07:40:54.564   0.944917\n",
       "4  07:40:54.598   0.954352"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = pd.read_csv(\"AccData_Repository.csv\",names = [\"time\",\"acc\"])\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "scrolled": true
   },
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. 处理acc数据\n",
    "+ 使用numpy array来对acc_list进行处理\n",
    "+ 把加速度减去1.0,这是传感器静态时默认的加速度。\n",
    "+ 把加速度乘1000,从而使的加速度变成以mg为单位。\n",
    "+ 求出期望和标准差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the acc dist mean:-52.95mg and std:5.89mg\n"
     ]
    }
   ],
   "source": [
    "acc_list = np.array(dataset[\"acc\"])\n",
    "acc_time = np.array(dataset[\"time\"])\n",
    "acc_list = (acc_list - 1.0)*1000\n",
    "acc_mean = np.mean(acc_list)\n",
    "acc_std  = np.std(acc_list)\n",
    "acc_mean_str = \"{:.2f}\".format(acc_mean)\n",
    "acc_std_str = \"{:.2f}\".format(acc_std)\n",
    "print(\"the acc dist mean:%.2fmg and std:%.2fmg\" %(acc_mean,acc_std))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. 绘制综合加速度FFT图\n",
    "+ 选取前1024/2048/4096/8192个数据,方便做FFT.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([15.71875, 15.75   , 15.78125, 15.8125 , 15.84375, 15.875  ,\n",
       "       15.90625, 15.9375 , 15.96875, 16.     ])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CONST_FFT_SIZE = 1024\n",
    "CONST_SMP_SIZE = 32\n",
    "freqs = np.linspace(0, CONST_SMP_SIZE/2, int(CONST_FFT_SIZE/2)+1)\n",
    "freqs[:10]\n",
    "freqs[-10:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x189ef620e10>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "acc_list = acc_list[:CONST_FFT_SIZE]\n",
    "acc_time = acc_time[:CONST_FFT_SIZE]\n",
    "acc_fft = fft(acc_list)                     #快速傅里叶变换\n",
    "fft_size = (acc_list.size/2)\n",
    "fft_abs = abs(acc_fft)                      # 取模\n",
    "fft_norm= fft_abs/fft_size                  #归一化处理\n",
    "fft_half= fft_norm[range(int(fft_size))]    #由于对称性，只取一半区间            \n",
    "fqx = np.arange(len(acc_list))              # 频率\n",
    "fqx_half = fqx[range(int(fft_size))]        #频率取一半区间\n",
    "fft_half\n",
    "fqx_half\n",
    "fft_half[0]=0\n",
    "sns.barplot(x=fqx_half,y=fft_half)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 用matplotlib绘制频谱"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,9))\n",
    "plt.subplot(211)\n",
    "plt.plot(acc_time, acc_list)\n",
    "plt.xlabel(u\"Time(S)\")\n",
    "plt.title(u\"156.25Hz and 234.375Hz WaveForm And Freq\")\n",
    "plt.subplot(212)\n",
    "plt.plot(freqs[:512], fft_half)\n",
    "plt.xlabel(u\"Freq(Hz)\")\n",
    "plt.subplots_adjust(hspace=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
